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  • Why this server?

    This server enables LLMs to interact with Elasticsearch clusters, allowing them to manage indices and execute search queries using natural language.

    Elasticsearch MCP Server

    da1y
    -
    security
    F
    license
    -
    quality
    A Model Context Protocol server that enables LLMs to interact with Elasticsearch clusters, allowing them to manage indices and execute search queries using natural language.
    1
    JavaScript

  • Why this server?

    Provides an MCP protocol interface for interacting with Elasticsearch 7.x databases, supporting comprehensive search functionality including aggregations, highlighting, and sorting.

    Elasticsearch 7.x MCP Server

    imlewc
    A
    security
    A
    license
    A
    quality
    Provides an MCP protocol interface for interacting with Elasticsearch 7.x databases, supporting comprehensive search functionality including aggregations, highlighting, and sorting.
    3
    1
    Python
    Apache 2.0

  • Why this server?

    A Python MCP server that enables semantic search through Search Labs blog posts indexed in Elasticsearch, allowing Claude to intelligently retrieve relevant information from the blog content.

    Elasticsearch Semantic Search MCP Server

    jedrazb
    Verified
    -
    security
    F
    license
    -
    quality
    A Python MCP server that enables semantic search through Search Labs blog posts indexed in Elasticsearch, allowing Claude to intelligently retrieve relevant information from the blog content.
    Python

  • Why this server?

    Provides a scalable knowledge graph implementation for Model Context Protocol using Elasticsearch, enabling AI models to store and query information with advanced search capabilities, memory-like behavior, and multi-zone architecture.

    Elasticsearch Knowledge Graph for MCP

    j3k0
    A
    security
    F
    license
    A
    quality
    Provides a scalable knowledge graph implementation for Model Context Protocol using Elasticsearch, enabling AI models to store and query information with advanced search capabilities, memory-like behavior, and multi-zone architecture.
    17
    6
    TypeScript

  • Why this server?

    Provides tools for accessing coding style guidelines and best practices for various technologies including Java, Python, and React.

    Cursor A11y MCP

    westsideori
    Verified
    A
    security
    A
    license
    A
    quality
    Provides accessibility testing capabilities through CLI, helping identify accessibility issues in web applications using axe-core and Puppeteer.
    1
    JavaScript
    MIT License

  • Why this server?

    Provides unified access to multiple search engines (Tavily, Brave, Kagi), AI tools (Perplexity, FastGPT), and content processing services (Jina AI, Kagi).

    mcp-omnisearch

    spences10
    Verified
    A
    security
    A
    license
    A
    quality
    🔍 A Model Context Protocol (MCP) server providing unified access to multiple search engines (Tavily, Brave, Kagi), AI tools (Perplexity, FastGPT), and content processing services (Jina AI, Kagi). Combines search, AI responses, content processing, and enhancement features through a single interface.
    15
    47
    30
    TypeScript
    MIT License
    • Linux

  • Why this server?

    Facilitates searching and accessing programming resources across platforms like Stack Overflow, MDN, GitHub, npm, and PyPI, aiding LLMs in finding code examples and documentation.

    Code Research MCP Server

    nahmanmate
    A
    security
    A
    license
    A
    quality
    Facilitates searching and accessing programming resources across platforms like Stack Overflow, MDN, GitHub, npm, and PyPI, aiding LLMs in finding code examples and documentation.
    6
    25
    JavaScript
    AGPL 3.0
    • Apple

  • Why this server?

    Provides RAG capabilities for semantic document search using Qdrant vector database and Ollama/OpenAI embeddings, allowing users to add, search, list, and delete documentation with metadata support.

    RagDocs MCP Server

    heltonteixeira
    -
    security
    A
    license
    -
    quality
    Provides RAG capabilities for semantic document search using Qdrant vector database and Ollama/OpenAI embeddings, allowing users to add, search, list, and delete documentation with metadata support.
    5
    4
    TypeScript
    Apache 2.0

  • Why this server?

    A Model Context Protocol (MCP) server providing unified access to multiple search engines (Tavily, Brave, Kagi), AI tools (Perplexity, FastGPT), and content processing services (Jina AI, Kagi). Combines search, AI responses, content processing, and enhancement features through a single interface.

    mcp-omnisearch

    spences10
    Verified
    A
    security
    A
    license
    A
    quality
    🔍 A Model Context Protocol (MCP) server providing unified access to multiple search engines (Tavily, Brave, Kagi), AI tools (Perplexity, FastGPT), and content processing services (Jina AI, Kagi). Combines search, AI responses, content processing, and enhancement features through a single interface.
    15
    47
    30
    TypeScript
    MIT License
    • Linux

  • Why this server?

    A Model Context Protocol server that enables LLMs to read, search, and analyze code files with advanced caching and real-time file watching capabilities.

    MCP File Context Server

    bsmi021
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol server that enables LLMs to read, search, and analyze code files with advanced caching and real-time file watching capabilities.
    45
    8
    JavaScript
    MIT License
    • Linux
    • Apple